Sentiment Analysis of COVID-19 Vaccine Tweets

Data Access

Data Wrangling & Preprocessing

Exploratory Data Analysis (EDA)

Sentiment Analysis

We will be using the TextBlob library to perform sentiment analysis on the tweets in our dataset. TextBlob provides a simple API for diving into common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, classification, translation, and more. That said, there are numerous other packages with similar capabilities that are worth exploring, including sklearn, nltk, vader, allennlp, and more.

Let's see some short examples!

Inspection

Time-Series Sentiment Analysis

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Wordclouds

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Extension Ideas